Historical base rates are the starting point unless you have an unusually good causal theory of the thing you're modelling. In the case of a coin flip you do. But the large majority of the time when it's a complex system you don't.

Most people's first instinct when faced with a complex system is to try to model it with words and use those words to predict. It's a beginner's error.